Diagnose Distributed AI Workload Failures with NVIDIA Attribution

NVIDIA has open-sourced NVIDIA Attribution, a workload-centric failure-diagnosis system used across its AI infrastructure. It correlates logs, metrics, telemetry, and scheduler state for a single workload attempt, separates downstream symptoms like NCCL errors from the root cause such as a GPU XID, and returns a structured diagnosis with affected nodes…